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most citedIntelligent4DSE: Optimizing High-Level Synthesis Design Space Exploration with Graph Neural Networks and Large Language Models

1 citations · 2 across the 7 of their papers we have counts for

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cs.LG2025

Instance-Aware Algorithm Selection for Maximum Clique via a Dual-Channel Graph Neural Architecture

Xiang Li, Shanshan Wang, Chenglong Xiao

Although the Maximum Clique Problem (MCP) has been extensively studied and features a rich ecosystem of exact solvers, empirical evidence shows that solver performance varies subst…

cs.LG2025★ 1 cited

Intelligent4DSE: Optimizing High-Level Synthesis Design Space Exploration with Graph Neural Networks and Large Language Models

Lei Xu, Shanshan Wang, Emmanuel Casseau +1

High-Level Synthesis (HLS) Design Space Exploration (DSE) is essential for generating hardware designs that balance performance, power, and area (PPA). To optimize this process, ex…